{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"] #设置字体\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False #该语句解决图像中的“-”负号的乱码问题\n",
    "plt.rcParams[\"figure.figsize\"]=(6.4,4.8) \n",
    "plt.rcParams[\"figure.dpi\"] = 300"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1, 2, 3, 4]\n",
    "y = [1, 4, 2, 3]\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(x,y)\n",
    "ax.set_xlabel('中文')\n",
    "ax.set_ylabel('entry b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1920x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "year = [2017, 2018, 2019, 2020]\n",
    "people = [20, 40, 60, 70]\n",
    "#生成图表\n",
    "plt.plot(year, people)\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('人口')\n",
    "plt.title('人口增长')\n",
    "#设置纵坐标刻度\n",
    "plt.yticks([0, 20, 40, 60, 80])\n",
    "#设置填充选项：参数分别对应横坐标，纵坐标，纵坐标填充起始值，填充颜色\n",
    "plt.fill_between(year, people, 20, color = 'green')\n",
    "#显示图表\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "9650cb4e16cdd4a8e8e2d128bf38d875813998db22a3c986335f89e0cb4d7bb2"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
